Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52560 |
| Missing cells | 702 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 6 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
blade_angle is highly overall correlated with Rear bearing temperature (°C) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 4 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
# Date and time has unique values | Unique |
blade_angle has 26645 (50.7%) zeros | Zeros |
Rotor speed (RPM) has 1088 (2.1%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:56:05.055126 |
|---|---|
| Analysis finished | 2023-07-08 11:56:22.663020 |
| Duration | 17.61 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52560 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 410.8 KiB |
| Minimum | 2019-01-01 00:00:00 |
|---|---|
| Maximum | 2019-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52433 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 623.89283 |
| Minimum | -18.101918 |
|---|---|
| Maximum | 2083.4319 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 4711 |
| Negative (%) | 9.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -18.101918 |
|---|---|
| 5-th percentile | -0.94109403 |
| Q1 | 141.97562 |
| median | 420.15825 |
| Q3 | 940.57816 |
| 95-th percentile | 1977.3979 |
| Maximum | 2083.4319 |
| Range | 2101.5338 |
| Interquartile range (IQR) | 798.60254 |
Descriptive statistics
| Standard deviation | 605.22744 |
|---|---|
| Coefficient of variation (CV) | 0.97008237 |
| Kurtosis | -0.088307026 |
| Mean | 623.89283 |
| Median Absolute Deviation (MAD) | 337.60167 |
| Skewness | 1.0114666 |
| Sum | 32758117 |
| Variance | 366300.25 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| -1.907796025 | 2 | < 0.1% |
| -0.8466645479 | 2 | < 0.1% |
| -1.04886103 | 2 | < 0.1% |
| -0.07468999922 | 2 | < 0.1% |
| 618.5131927 | 2 | < 0.1% |
| -0.7015525192 | 2 | < 0.1% |
| -1.150759578 | 2 | < 0.1% |
| -0.829592523 | 2 | < 0.1% |
| -1.09474206 | 2 | < 0.1% |
| Other values (52423) | 52484 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| -18.10191765 | 1 | |
| -17.76586657 | 1 | |
| -15.46290612 | 1 | |
| -15.44427562 | 1 | |
| -15.41809535 | 1 | |
| -15.19667559 | 1 | |
| -15.14486351 | 1 | |
| -14.94853783 | 1 | |
| -14.78527398 | 1 | |
| -14.60291481 | 1 |
| Value | Count | Frequency (%) |
| 2083.431885 | 1 | |
| 2075.745907 | 1 | |
| 2074.148474 | 1 | |
| 2072.503571 | 1 | |
| 2072.254883 | 1 | |
| 2072.172217 | 1 | |
| 2071.283411 | 1 | |
| 2070.695972 | 1 | |
| 2070.622333 | 1 | |
| 2070.381189 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52504 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 203.34622 |
| Minimum | 0.026458349 |
|---|---|
| Maximum | 359.98658 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.026458349 |
|---|---|
| 5-th percentile | 29.877765 |
| Q1 | 144.96427 |
| median | 219.53273 |
| Q3 | 267.42809 |
| 95-th percentile | 330.42288 |
| Maximum | 359.98658 |
| Range | 359.96013 |
| Interquartile range (IQR) | 122.46382 |
Descriptive statistics
| Standard deviation | 90.289252 |
|---|---|
| Coefficient of variation (CV) | 0.44401737 |
| Kurtosis | -0.58478422 |
| Mean | 203.34622 |
| Median Absolute Deviation (MAD) | 56.26124 |
| Skewness | -0.52209732 |
| Sum | 10676897 |
| Variance | 8152.1491 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 242.8060303 | 2 | < 0.1% |
| 303.7292175 | 2 | < 0.1% |
| 271.0650092 | 1 | < 0.1% |
| 268.0910556 | 1 | < 0.1% |
| 270.448367 | 1 | < 0.1% |
| 272.4037577 | 1 | < 0.1% |
| 269.6810921 | 1 | < 0.1% |
| 272.6402356 | 1 | < 0.1% |
| 272.8327807 | 1 | < 0.1% |
| 272.4587249 | 1 | < 0.1% |
| Other values (52494) | 52494 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 0.02645834891 | 1 | |
| 0.04472489103 | 1 | |
| 0.06803591322 | 1 | |
| 0.08938623847 | 1 | |
| 0.1044754942 | 1 | |
| 0.1410077214 | 1 | |
| 0.1659894735 | 1 | |
| 0.1709712356 | 1 | |
| 0.1737925139 | 1 | |
| 0.1842064852 | 1 |
| Value | Count | Frequency (%) |
| 359.9865849 | 1 | |
| 359.9435264 | 1 | |
| 359.9352173 | 1 | |
| 359.8913188 | 1 | |
| 359.8893881 | 1 | |
| 359.8874714 | 1 | |
| 359.8788618 | 1 | |
| 359.8734461 | 1 | |
| 359.8608892 | 1 | |
| 359.8607792 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 11771 |
|---|---|
| Distinct (%) | 22.4% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 205.05609 |
| Minimum | 0.012661395 |
|---|---|
| Maximum | 359.99337 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.012661395 |
|---|---|
| 5-th percentile | 30.821178 |
| Q1 | 146.63467 |
| median | 221.26907 |
| Q3 | 268.46487 |
| 95-th percentile | 331.02554 |
| Maximum | 359.99337 |
| Range | 359.98071 |
| Interquartile range (IQR) | 121.8302 |
Descriptive statistics
| Standard deviation | 90.193212 |
|---|---|
| Coefficient of variation (CV) | 0.43984655 |
| Kurtosis | -0.57830251 |
| Mean | 205.05609 |
| Median Absolute Deviation (MAD) | 54.878754 |
| Skewness | -0.52456546 |
| Sum | 10766675 |
| Variance | 8134.8154 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 315.6596375 | 207 | 0.4% |
| 243.2203674 | 185 | 0.4% |
| 318.9523315 | 179 | 0.3% |
| 118.0985947 | 179 | 0.3% |
| 212.4890747 | 177 | 0.3% |
| 258.5862732 | 175 | 0.3% |
| 321.1474609 | 168 | 0.3% |
| 239.9281921 | 168 | 0.3% |
| 194.9275208 | 166 | 0.3% |
| 247.6106262 | 165 | 0.3% |
| Other values (11761) | 50737 |
| Value | Count | Frequency (%) |
| 0.01266139502 | 1 | < 0.1% |
| 0.03806725608 | 1 | < 0.1% |
| 0.2343323686 | 1 | < 0.1% |
| 0.3177888245 | 1 | < 0.1% |
| 0.4303837756 | 1 | < 0.1% |
| 0.5474435463 | 1 | < 0.1% |
| 0.6587524414 | 1 | < 0.1% |
| 0.6592690945 | 13 | |
| 0.6592712402 | 4 | < 0.1% |
| 0.6592719555 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 359.9933704 | 1 | < 0.1% |
| 359.9629803 | 1 | < 0.1% |
| 359.9526692 | 1 | < 0.1% |
| 359.9270516 | 1 | < 0.1% |
| 359.913663 | 1 | < 0.1% |
| 359.8868103 | 1 | < 0.1% |
| 359.7249534 | 1 | < 0.1% |
| 359.6493225 | 1 | < 0.1% |
| 359.5670471 | 1 | < 0.1% |
| 359.5627441 | 7 |
blade_angle
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 18930 |
|---|---|
| Distinct (%) | 36.1% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8526014 |
| Minimum | 0 |
|---|---|
| Maximum | 92.489998 |
| Zeros | 26645 |
| Zeros (%) | 50.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.89683873 |
| 95-th percentile | 44.990002 |
| Maximum | 92.489998 |
| Range | 92.489998 |
| Interquartile range (IQR) | 0.89683873 |
Descriptive statistics
| Standard deviation | 13.694384 |
|---|---|
| Coefficient of variation (CV) | 2.8220707 |
| Kurtosis | 12.888988 |
| Mean | 4.8526014 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.4627591 |
| Sum | 254790.69 |
| Variance | 187.53616 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26645 | |
| 44.99333445 | 1565 | 3.0% |
| 44.99000168 | 1215 | 2.3% |
| 0.02449974513 | 388 | 0.7% |
| 0.02466640632 | 272 | 0.5% |
| 44.99666723 | 265 | 0.5% |
| 1.49333334 | 192 | 0.4% |
| 1.49000001 | 159 | 0.3% |
| 0.0489995709 | 138 | 0.3% |
| 89.98999786 | 115 | 0.2% |
| Other values (18920) | 21552 |
| Value | Count | Frequency (%) |
| 0 | 26645 | |
| 0.0001666666552 | 2 | < 0.1% |
| 0.0001666666622 | 22 | < 0.1% |
| 0.0001754385918 | 2 | < 0.1% |
| 0.0001960784262 | 1 | < 0.1% |
| 0.0003333333104 | 2 | < 0.1% |
| 0.0003333333201 | 1 | < 0.1% |
| 0.0003333333244 | 13 | < 0.1% |
| 0.0003508771836 | 2 | < 0.1% |
| 0.0003921568474 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 92.48999786 | 26 | |
| 92.42666626 | 1 | < 0.1% |
| 92.41999817 | 4 | < 0.1% |
| 92.41666412 | 2 | < 0.1% |
| 92.20666504 | 1 | < 0.1% |
| 92.17499924 | 1 | < 0.1% |
| 91.96466479 | 1 | < 0.1% |
| 91.87666829 | 7 | < 0.1% |
| 91.87320931 | 1 | < 0.1% |
| 91.87216733 | 1 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
| Distinct | 36405 |
|---|---|
| Distinct (%) | 69.3% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.555048 |
| Minimum | 12.412499 |
|---|---|
| Maximum | 77.177501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 12.412499 |
|---|---|
| 5-th percentile | 45.72625 |
| Q1 | 64.552499 |
| median | 68.337171 |
| Q3 | 70.502499 |
| 95-th percentile | 72.615468 |
| Maximum | 77.177501 |
| Range | 64.765001 |
| Interquartile range (IQR) | 5.95 |
Descriptive statistics
| Standard deviation | 8.5098161 |
|---|---|
| Coefficient of variation (CV) | 0.12981176 |
| Kurtosis | 6.6367741 |
| Mean | 65.555048 |
| Median Absolute Deviation (MAD) | 2.622829 |
| Skewness | -2.4115606 |
| Sum | 3442033.4 |
| Variance | 72.416971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69.41499977 | 12 | < 0.1% |
| 71.22250023 | 11 | < 0.1% |
| 69.5 | 10 | < 0.1% |
| 69.93499985 | 10 | < 0.1% |
| 71.5 | 10 | < 0.1% |
| 70.59250031 | 9 | < 0.1% |
| 68.18249969 | 9 | < 0.1% |
| 66.91000023 | 9 | < 0.1% |
| 69.46500015 | 9 | < 0.1% |
| 70.16499977 | 8 | < 0.1% |
| Other values (36395) | 52409 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 12.41249943 | 1 | |
| 12.53750038 | 1 | |
| 12.71500015 | 1 | |
| 12.72749996 | 1 | |
| 12.90499973 | 1 | |
| 13.06499958 | 1 | |
| 13.06750011 | 1 | |
| 13.08250046 | 1 | |
| 13.14000034 | 1 | |
| 13.21249962 | 1 |
| Value | Count | Frequency (%) |
| 77.17750053 | 1 | |
| 76.47500038 | 1 | |
| 76.23420996 | 1 | |
| 75.81499825 | 1 | |
| 75.56499901 | 1 | |
| 75.49473692 | 1 | |
| 75.49000015 | 1 | |
| 75.46500015 | 1 | |
| 75.43250046 | 1 | |
| 75.40000076 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 51337 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.612279 |
| Minimum | 0 |
|---|---|
| Maximum | 15.331223 |
| Zeros | 1088 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.650427 |
| Q1 | 8.4047252 |
| median | 10.960105 |
| Q3 | 13.929975 |
| 95-th percentile | 15.154102 |
| Maximum | 15.331223 |
| Range | 15.331223 |
| Interquartile range (IQR) | 5.5252502 |
Descriptive statistics
| Standard deviation | 3.9177866 |
|---|---|
| Coefficient of variation (CV) | 0.36917485 |
| Kurtosis | 0.95067028 |
| Mean | 10.612279 |
| Median Absolute Deviation (MAD) | 2.6862033 |
| Skewness | -1.067611 |
| Sum | 557208.34 |
| Variance | 15.349052 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1088 | 2.1% |
| 0.01200000197 | 5 | < 0.1% |
| 0.01050000242 | 5 | < 0.1% |
| 0.02200000361 | 4 | < 0.1% |
| 0.01150000188 | 4 | < 0.1% |
| 0.02100000484 | 4 | < 0.1% |
| 0.04650000762 | 3 | < 0.1% |
| 0.0250000041 | 3 | < 0.1% |
| 8.139121056 | 2 | < 0.1% |
| 8.147932023 | 2 | < 0.1% |
| Other values (51327) | 51386 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1088 | |
| 0.007287001703 | 1 | < 0.1% |
| 0.01050000242 | 5 | < 0.1% |
| 0.0110000018 | 2 | < 0.1% |
| 0.01110350224 | 1 | < 0.1% |
| 0.01150000188 | 4 | < 0.1% |
| 0.01200000197 | 5 | < 0.1% |
| 0.01250000205 | 2 | < 0.1% |
| 0.012738002 | 1 | < 0.1% |
| 0.01277777987 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.33122331 | 1 | |
| 15.31558657 | 1 | |
| 15.30546963 | 1 | |
| 15.30350143 | 1 | |
| 15.30209311 | 1 | |
| 15.28663841 | 1 | |
| 15.2852034 | 1 | |
| 15.2807765 | 1 | |
| 15.27978408 | 1 | |
| 15.27844669 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52489 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1255.9311 |
| Minimum | -581.75966 |
|---|---|
| Maximum | 1812.8119 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 993 |
| Negative (%) | 1.9% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -581.75966 |
|---|---|
| 5-th percentile | 75.994155 |
| Q1 | 995.40631 |
| median | 1297.7823 |
| Q3 | 1647.7726 |
| 95-th percentile | 1792.5689 |
| Maximum | 1812.8119 |
| Range | 2394.5715 |
| Interquartile range (IQR) | 652.3663 |
Descriptive statistics
| Standard deviation | 463.4671 |
|---|---|
| Coefficient of variation (CV) | 0.36902271 |
| Kurtosis | 0.9771205 |
| Mean | 1255.9311 |
| Median Absolute Deviation (MAD) | 317.40452 |
| Skewness | -1.0768523 |
| Sum | 65943919 |
| Variance | 214801.76 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -575.0001526 | 3 | < 0.1% |
| 965.3830566 | 2 | < 0.1% |
| 1036.99431 | 2 | < 0.1% |
| 1262.640696 | 2 | < 0.1% |
| 964.4343796 | 2 | < 0.1% |
| 965.4011707 | 2 | < 0.1% |
| 1793.076342 | 2 | < 0.1% |
| 1788.154541 | 2 | < 0.1% |
| 1384.389267 | 2 | < 0.1% |
| 965.6932354 | 2 | < 0.1% |
| Other values (52479) | 52485 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| -581.7596626 | 1 | < 0.1% |
| -575.0001526 | 3 | |
| -348.6255493 | 1 | < 0.1% |
| -197.7348241 | 1 | < 0.1% |
| -74.06507111 | 1 | < 0.1% |
| -29.31118046 | 1 | < 0.1% |
| -2.034090546 | 1 | < 0.1% |
| -1.908019446 | 1 | < 0.1% |
| -1.906374313 | 1 | < 0.1% |
| -1.900188703 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1812.811855 | 1 | |
| 1812.370949 | 1 | |
| 1810.411943 | 1 | |
| 1809.152588 | 1 | |
| 1808.97945 | 1 | |
| 1808.673414 | 1 | |
| 1807.400352 | 1 | |
| 1807.037683 | 1 | |
| 1806.530149 | 1 | |
| 1806.058472 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 32582 |
|---|---|
| Distinct (%) | 62.1% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.630808 |
| Minimum | -0.39000002 |
|---|---|
| Maximum | 37.365 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 31 |
| Negative (%) | 0.1% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | -0.39000002 |
|---|---|
| 5-th percentile | 3.4375001 |
| Q1 | 7.2349999 |
| median | 10.895 |
| Q3 | 15.63 |
| 95-th percentile | 21.573388 |
| Maximum | 37.365 |
| Range | 37.755 |
| Interquartile range (IQR) | 8.3950002 |
Descriptive statistics
| Standard deviation | 5.7309683 |
|---|---|
| Coefficient of variation (CV) | 0.49274035 |
| Kurtosis | 0.11363323 |
| Mean | 11.630808 |
| Median Absolute Deviation (MAD) | 4.0917396 |
| Skewness | 0.5382084 |
| Sum | 610687.19 |
| Variance | 32.843997 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.5 | 66 | 0.1% |
| 7.800000191 | 65 | 0.1% |
| 9.600000381 | 59 | 0.1% |
| 7.699999809 | 59 | 0.1% |
| 7.199999809 | 54 | 0.1% |
| 6.400000095 | 51 | 0.1% |
| 9 | 49 | 0.1% |
| 8.600000381 | 49 | 0.1% |
| 9.5 | 49 | 0.1% |
| 7.099999905 | 47 | 0.1% |
| Other values (32572) | 51958 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| -0.3900000155 | 2 | |
| -0.3078947365 | 1 | < 0.1% |
| -0.3000000119 | 1 | < 0.1% |
| -0.2975000143 | 1 | < 0.1% |
| -0.2899999917 | 1 | < 0.1% |
| -0.2675000131 | 1 | < 0.1% |
| -0.200000003 | 4 | |
| -0.1899999976 | 1 | < 0.1% |
| -0.1850000024 | 1 | < 0.1% |
| -0.1625000089 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 37.36499996 | 1 | |
| 37.35500031 | 1 | |
| 37.20249901 | 1 | |
| 37.11578891 | 1 | |
| 37.0849987 | 1 | |
| 37.07499886 | 1 | |
| 37.00499935 | 1 | |
| 37.00249996 | 1 | |
| 36.8699995 | 1 | |
| 36.78999939 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
| Distinct | 36713 |
|---|---|
| Distinct (%) | 69.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.360425 |
| Minimum | 13.1925 |
|---|---|
| Maximum | 80.590001 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 13.1925 |
|---|---|
| 5-th percentile | 44.863125 |
| Q1 | 63.455822 |
| median | 70.725 |
| Q3 | 72.562499 |
| 95-th percentile | 74.0525 |
| Maximum | 80.590001 |
| Range | 67.3975 |
| Interquartile range (IQR) | 9.1066765 |
Descriptive statistics
| Standard deviation | 9.6202024 |
|---|---|
| Coefficient of variation (CV) | 0.14496897 |
| Kurtosis | 3.6555537 |
| Mean | 66.360425 |
| Median Absolute Deviation (MAD) | 2.6800007 |
| Skewness | -1.8981549 |
| Sum | 3484320.5 |
| Variance | 92.548294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28.60000038 | 25 | < 0.1% |
| 28.5 | 11 | < 0.1% |
| 71.9375 | 11 | < 0.1% |
| 72.99499969 | 11 | < 0.1% |
| 72.62999992 | 11 | < 0.1% |
| 73.98499947 | 10 | < 0.1% |
| 73.25250015 | 10 | < 0.1% |
| 73.5 | 10 | < 0.1% |
| 73.59999847 | 10 | < 0.1% |
| 71.14000015 | 10 | < 0.1% |
| Other values (36703) | 52387 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 13.19250011 | 1 | |
| 13.21749973 | 1 | |
| 13.27000046 | 1 | |
| 13.35000038 | 1 | |
| 13.39500046 | 1 | |
| 13.40000057 | 1 | |
| 13.40999985 | 1 | |
| 13.5 | 1 | |
| 13.50500011 | 1 | |
| 13.57750034 | 1 |
| Value | Count | Frequency (%) |
| 80.59000053 | 1 | |
| 80.4125 | 1 | |
| 80.2299984 | 1 | |
| 80.14500084 | 1 | |
| 80.08249855 | 1 | |
| 80.04000015 | 1 | |
| 80.01249962 | 1 | |
| 79.87750244 | 1 | |
| 79.82368469 | 1 | |
| 79.77250099 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
| Distinct | 52501 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.374858 |
| Minimum | 3.196888 |
|---|---|
| Maximum | 227.0152 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 3.196888 |
|---|---|
| 5-th percentile | 5.2051705 |
| Q1 | 32.673609 |
| median | 48.740711 |
| Q3 | 65.338553 |
| 95-th percentile | 99.288176 |
| Maximum | 227.0152 |
| Range | 223.81831 |
| Interquartile range (IQR) | 32.664944 |
Descriptive statistics
| Standard deviation | 26.94448 |
|---|---|
| Coefficient of variation (CV) | 0.53487952 |
| Kurtosis | 0.76547996 |
| Mean | 50.374858 |
| Median Absolute Deviation (MAD) | 16.338651 |
| Skewness | 0.58744465 |
| Sum | 2644982.3 |
| Variance | 726.005 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.57137299 | 2 | < 0.1% |
| 92.82759886 | 2 | < 0.1% |
| 38.48937225 | 2 | < 0.1% |
| 4.318139076 | 2 | < 0.1% |
| 4.509500331 | 2 | < 0.1% |
| 27.90045347 | 1 | < 0.1% |
| 31.67415433 | 1 | < 0.1% |
| 27.84218636 | 1 | < 0.1% |
| 25.71327167 | 1 | < 0.1% |
| 26.88801918 | 1 | < 0.1% |
| Other values (52491) | 52491 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 3.19688797 | 1 | |
| 3.224534035 | 1 | |
| 3.224674463 | 1 | |
| 3.263743639 | 1 | |
| 3.27657032 | 1 | |
| 3.328718907 | 1 | |
| 3.351088363 | 1 | |
| 3.386059976 | 1 | |
| 3.405959541 | 1 | |
| 3.416119808 | 1 |
| Value | Count | Frequency (%) |
| 227.0151958 | 1 | |
| 221.3224077 | 1 | |
| 219.597218 | 1 | |
| 209.9239513 | 1 | |
| 196.4120789 | 1 | |
| 193.2399105 | 1 | |
| 188.8620353 | 1 | |
| 187.3629291 | 1 | |
| 186.4765602 | 1 | |
| 184.8145145 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52352 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2295145 |
| Minimum | 0.21558793 |
|---|---|
| Maximum | 23.524443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 0.21558793 |
|---|---|
| 5-th percentile | 2.2820761 |
| Q1 | 4.3751556 |
| median | 5.9959356 |
| Q3 | 7.7534227 |
| 95-th percentile | 10.969502 |
| Maximum | 23.524443 |
| Range | 23.308855 |
| Interquartile range (IQR) | 3.3782671 |
Descriptive statistics
| Standard deviation | 2.7127211 |
|---|---|
| Coefficient of variation (CV) | 0.43546268 |
| Kurtosis | 1.0876886 |
| Mean | 6.2295145 |
| Median Absolute Deviation (MAD) | 1.6824226 |
| Skewness | 0.7344376 |
| Sum | 327086.89 |
| Variance | 7.3588556 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.395249224 | 2 | < 0.1% |
| 4.240257275 | 2 | < 0.1% |
| 8.452181387 | 2 | < 0.1% |
| 6.69956584 | 2 | < 0.1% |
| 6.26154654 | 2 | < 0.1% |
| 10.41924951 | 2 | < 0.1% |
| 5.117131233 | 2 | < 0.1% |
| 7.160825372 | 2 | < 0.1% |
| 6.691621041 | 2 | < 0.1% |
| 3.807509708 | 2 | < 0.1% |
| Other values (52342) | 52486 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 0.2155879336 | 1 | |
| 0.2651472977 | 1 | |
| 0.2655750811 | 1 | |
| 0.2826189265 | 1 | |
| 0.2852438737 | 1 | |
| 0.2860688485 | 1 | |
| 0.3292876646 | 1 | |
| 0.342431426 | 1 | |
| 0.3494062863 | 1 | |
| 0.3628215102 | 1 |
| Value | Count | Frequency (%) |
| 23.52444288 | 1 | |
| 21.88654957 | 1 | |
| 20.76130929 | 1 | |
| 20.73014307 | 1 | |
| 20.66770301 | 1 | |
| 19.96327028 | 1 | |
| 19.72451978 | 1 | |
| 19.63717089 | 1 | |
| 19.57621913 | 1 | |
| 19.40031271 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
| Distinct | 52499 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.713831 |
| Minimum | 1.7175852 |
|---|---|
| Maximum | 181.36299 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 1.7175852 |
|---|---|
| 5-th percentile | 5.3927499 |
| Q1 | 16.588201 |
| median | 24.047241 |
| Q3 | 33.932122 |
| 95-th percentile | 53.948197 |
| Maximum | 181.36299 |
| Range | 179.6454 |
| Interquartile range (IQR) | 17.343921 |
Descriptive statistics
| Standard deviation | 15.643583 |
|---|---|
| Coefficient of variation (CV) | 0.58559865 |
| Kurtosis | 5.74967 |
| Mean | 26.713831 |
| Median Absolute Deviation (MAD) | 8.4437843 |
| Skewness | 1.6865625 |
| Sum | 1402636.4 |
| Variance | 244.72169 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47.32409668 | 2 | < 0.1% |
| 4.99539752 | 2 | < 0.1% |
| 12.86978357 | 2 | < 0.1% |
| 23.98501396 | 2 | < 0.1% |
| 22.51129723 | 2 | < 0.1% |
| 32.98952665 | 2 | < 0.1% |
| 19.94434166 | 2 | < 0.1% |
| 22.96952097 | 1 | < 0.1% |
| 15.88571837 | 1 | < 0.1% |
| 16.52234664 | 1 | < 0.1% |
| Other values (52489) | 52489 | |
| (Missing) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 1.717585206 | 1 | |
| 3.170336723 | 1 | |
| 3.327203512 | 1 | |
| 3.385526657 | 1 | |
| 3.388614178 | 1 | |
| 3.504025942 | 1 | |
| 3.513316154 | 1 | |
| 3.543179544 | 1 | |
| 3.552834511 | 1 | |
| 3.570937872 | 1 |
| Value | Count | Frequency (%) |
| 181.362986 | 1 | |
| 179.4473062 | 1 | |
| 166.5267671 | 1 | |
| 166.4002805 | 1 | |
| 163.4649632 | 1 | |
| 158.9262373 | 1 | |
| 151.7713512 | 1 | |
| 145.3075642 | 1 | |
| 142.6911798 | 1 | |
| 142.1778874 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 54 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 492.22898 |
| Minimum | 475 |
|---|---|
| Maximum | 510 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 410.8 KiB |
Quantile statistics
| Minimum | 475 |
|---|---|
| 5-th percentile | 477 |
| Q1 | 486 |
| median | 495 |
| Q3 | 499 |
| 95-th percentile | 507 |
| Maximum | 510 |
| Range | 35 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.4274246 |
|---|---|
| Coefficient of variation (CV) | 0.019152518 |
| Kurtosis | -0.96013723 |
| Mean | 492.22898 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.32519206 |
| Sum | 25844975 |
| Variance | 88.876334 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 498 | 7866 | |
| 489 | 5257 | 10.0% |
| 502 | 3743 | 7.1% |
| 495 | 3703 | 7.0% |
| 487 | 3407 | 6.5% |
| 496 | 3062 | 5.8% |
| 501 | 3045 | 5.8% |
| 478 | 3000 | 5.7% |
| 477 | 2581 | 4.9% |
| 475 | 2241 | 4.3% |
| Other values (25) | 14601 |
| Value | Count | Frequency (%) |
| 475 | 2241 | |
| 476 | 4 | < 0.1% |
| 477 | 2581 | |
| 478 | 3000 | |
| 479 | 971 | 1.8% |
| 480 | 1613 | |
| 481 | 303 | 0.6% |
| 482 | 58 | 0.1% |
| 483 | 1296 | |
| 484 | 394 | 0.7% |
| Value | Count | Frequency (%) |
| 510 | 406 | 0.8% |
| 509 | 1663 | |
| 508 | 106 | 0.2% |
| 507 | 606 | 1.2% |
| 505 | 457 | 0.9% |
| 504 | 127 | 0.2% |
| 503 | 414 | 0.8% |
| 502 | 3743 | |
| 501 | 3045 | |
| 500 | 1923 |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.081 | 0.055 | -0.217 | 0.621 | 0.994 | 0.994 | -0.191 | 0.866 | 0.550 | 0.983 | 0.798 | 0.010 |
| Wind direction (°) | 0.081 | 1.000 | 0.897 | 0.018 | 0.037 | 0.080 | 0.079 | -0.037 | 0.055 | 0.179 | 0.073 | 0.143 | -0.087 |
| Nacelle position (°) | 0.055 | 0.897 | 1.000 | 0.036 | 0.014 | 0.054 | 0.053 | -0.044 | 0.031 | 0.171 | 0.052 | 0.129 | -0.081 |
| blade_angle | -0.217 | 0.018 | 0.036 | 1.000 | -0.569 | -0.225 | -0.226 | 0.112 | -0.358 | -0.015 | -0.202 | -0.035 | -0.057 |
| Rear bearing temperature (°C) | 0.621 | 0.037 | 0.014 | -0.569 | 1.000 | 0.621 | 0.618 | 0.069 | 0.829 | 0.286 | 0.609 | 0.416 | 0.068 |
| Rotor speed (RPM) | 0.994 | 0.080 | 0.054 | -0.225 | 0.621 | 1.000 | 0.999 | -0.183 | 0.868 | 0.546 | 0.978 | 0.794 | 0.012 |
| Generator RPM (RPM) | 0.994 | 0.079 | 0.053 | -0.226 | 0.618 | 0.999 | 1.000 | -0.196 | 0.867 | 0.545 | 0.978 | 0.794 | 0.009 |
| Nacelle ambient temperature (°C) | -0.191 | -0.037 | -0.044 | 0.112 | 0.069 | -0.183 | -0.196 | 1.000 | -0.118 | -0.168 | -0.165 | -0.158 | 0.146 |
| Front bearing temperature (°C) | 0.866 | 0.055 | 0.031 | -0.358 | 0.829 | 0.868 | 0.867 | -0.118 | 1.000 | 0.444 | 0.851 | 0.656 | 0.049 |
| Tower Acceleration X (mm/ss) | 0.550 | 0.179 | 0.171 | -0.015 | 0.286 | 0.546 | 0.545 | -0.168 | 0.444 | 1.000 | 0.508 | 0.829 | -0.031 |
| Wind speed (m/s) | 0.983 | 0.073 | 0.052 | -0.202 | 0.609 | 0.978 | 0.978 | -0.165 | 0.851 | 0.508 | 1.000 | 0.772 | 0.022 |
| Tower Acceleration y (mm/ss) | 0.798 | 0.143 | 0.129 | -0.035 | 0.416 | 0.794 | 0.794 | -0.158 | 0.656 | 0.829 | 0.772 | 1.000 | -0.019 |
| Metal particle count counter | 0.010 | -0.087 | -0.081 | -0.057 | 0.068 | 0.012 | 0.009 | 0.146 | 0.049 | -0.031 | 0.022 | -0.019 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-01-01 00:00:00 | 224.332199 | 283.988098 | 299.196167 | 0.025789 | 68.917503 | 9.210230 | 1096.792114 | 9.000000 | 69.125000 | 49.321880 | 5.080767 | 17.686628 | 475.0 |
| 1 | 2019-01-01 00:10:00 | 141.542191 | 283.394073 | 299.196167 | 0.077998 | 67.110001 | 8.457829 | 1004.943115 | 8.995000 | 66.832504 | 91.395363 | 4.502787 | 24.513630 | 475.0 |
| 2 | 2019-01-01 00:20:00 | 117.245667 | 293.947510 | 299.196167 | 0.370496 | 66.032501 | 8.354611 | 989.016602 | 9.000000 | 65.057503 | 110.717880 | 3.637552 | 25.184965 | 475.0 |
| 3 | 2019-01-01 00:30:00 | 164.516144 | 290.386078 | 299.196167 | 0.000000 | 66.367500 | 8.500478 | 1006.433105 | 8.997500 | 65.267502 | 94.686172 | 4.407023 | 27.299425 | 475.0 |
| 4 | 2019-01-01 00:40:00 | 102.386238 | 305.513062 | 299.196167 | 0.375329 | 65.842499 | 8.299897 | 983.128052 | 9.010000 | 64.590004 | 109.681282 | 3.762811 | 30.749933 | 475.0 |
| 5 | 2019-01-01 00:50:00 | 126.354599 | 317.534241 | 316.361084 | 0.246497 | 65.500000 | 8.339190 | 988.145508 | 9.017500 | 63.862499 | 70.547935 | 4.158972 | 21.600998 | 475.0 |
| 6 | 2019-01-01 01:00:00 | 192.371475 | 319.007141 | 324.440155 | 0.000000 | 66.495003 | 8.776740 | 1039.681763 | 8.922500 | 65.305000 | 52.212818 | 4.790970 | 22.725674 | 475.0 |
| 7 | 2019-01-01 01:10:00 | 28.569798 | 315.047363 | 324.440155 | 1.240170 | 64.195000 | 8.142853 | 965.073120 | 8.855000 | 62.307499 | 71.247032 | 2.984430 | 29.349892 | 475.0 |
| 8 | 2019-01-01 01:20:00 | 31.284975 | 303.969971 | 324.440155 | 1.122502 | 62.805000 | 8.125270 | 963.032959 | 8.740001 | 60.142502 | 72.315231 | 3.395793 | 20.776865 | 475.0 |
| 9 | 2019-01-01 01:30:00 | 100.297920 | 292.738159 | 308.538879 | 0.744333 | 62.852501 | 8.484205 | 1006.835571 | 8.715000 | 60.012501 | 69.477234 | 3.906949 | 23.247103 | 475.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52550 | 2019-12-31 22:20:00 | 198.937615 | 102.715538 | 112.610817 | 0.000000 | 67.990001 | 8.905936 | 1055.431829 | 7.0125 | 68.182500 | 56.880399 | 4.719727 | 27.769325 | 510.0 |
| 52551 | 2019-12-31 22:30:00 | 204.528512 | 100.987804 | 112.610817 | 0.000000 | 67.270001 | 8.912723 | 1057.470165 | 6.9700 | 67.140002 | 65.738280 | 4.802033 | 31.151040 | 510.0 |
| 52552 | 2019-12-31 22:40:00 | 185.733752 | 92.190986 | 107.495886 | 0.024666 | 66.740001 | 8.757728 | 1037.200373 | 6.7900 | 66.367501 | 41.834518 | 4.492243 | 19.057000 | 510.0 |
| 52553 | 2019-12-31 22:50:00 | 241.699254 | 89.553308 | 80.781662 | 0.000000 | 67.484999 | 9.344194 | 1107.740358 | 6.6375 | 67.040000 | 30.163138 | 4.727634 | 15.731838 | 510.0 |
| 52554 | 2019-12-31 23:00:00 | 226.410358 | 92.901874 | 80.781662 | 0.000000 | 67.685001 | 9.176039 | 1087.841703 | 6.5550 | 67.432499 | 40.876532 | 4.619712 | 17.205894 | 510.0 |
| 52555 | 2019-12-31 23:10:00 | 248.103767 | 92.632389 | 80.781662 | 0.000000 | 68.082499 | 9.418387 | 1116.482655 | 6.4550 | 67.857500 | 46.432295 | 4.776342 | 15.827043 | 510.0 |
| 52556 | 2019-12-31 23:20:00 | 253.253390 | 93.579164 | 80.781662 | 0.000000 | 68.235000 | 9.465911 | 1121.915703 | 6.4800 | 68.132500 | 49.600168 | 4.926216 | 22.027280 | 510.0 |
| 52557 | 2019-12-31 23:30:00 | 380.872018 | 93.068215 | 80.781662 | 0.000000 | 70.207501 | 10.646411 | 1262.384949 | 6.4550 | 70.130000 | 28.257131 | 5.495713 | 17.962244 | 510.0 |
| 52558 | 2019-12-31 23:40:00 | 337.753978 | 103.203151 | 92.977885 | 0.000000 | 70.285001 | 10.244924 | 1215.045834 | 6.5850 | 70.627498 | 41.729070 | 5.184068 | 18.515278 | 510.0 |
| 52559 | 2019-12-31 23:50:00 | 433.670004 | 107.005053 | 102.732803 | 0.000000 | 71.380000 | 10.993836 | 1303.083647 | 6.6900 | 71.627500 | 40.771167 | 5.927551 | 22.609447 | 510.0 |